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Swin Transformer for EEG Seizure Classification

Independent experiments across five EEG bands using 224×224 grayscale FRPs.

Project: Swin Transformer for EEG Seizure Classification
Evaluation context: Four-class segment-level Swin experiments (local research; completed): Four-class Swin baseline; segment-level per-band metrics. Specific split ratios and precision/recall/F1 averaging are not supplied. Selected TUSZ seizure recordings represented as 1-second FRP segments. Delta segment accuracy: 48.15%. Four classes (CPSZ/FNSZ/GNSZ/MYSZ); segment-level result, not patient generalization. Theta segment accuracy: 49.26%. Four classes (CPSZ/FNSZ/GNSZ/MYSZ); segment-level result, not patient generalization. Alpha segment accuracy: 46.17%. Four classes (CPSZ/FNSZ/GNSZ/MYSZ); segment-level result, not patient generalization. Beta segment accuracy: 48.78%. Four classes (CPSZ/FNSZ/GNSZ/MYSZ); segment-level result, not patient generalization. Gamma segment accuracy: 54.85%. Four classes (CPSZ/FNSZ/GNSZ/MYSZ); segment-level result, not patient generalization. Gamma segment precision: 47.32%. Four-class gamma-band segment experiment. Macro/weighted averaging is not supplied. Gamma segment recall: 47.49%. Four-class gamma-band segment experiment. Macro/weighted averaging is not supplied. Gamma segment F1: 46.96%. Four-class gamma-band segment experiment. Macro/weighted averaging is not supplied. Four-class segment discrimination remains challenging; accuracy is modest across bands. MYSZ has only one patient and is excluded from the patient-separated pilot. Only five held-out test patients; initial generalization pilot, not a definitive cross-patient performance estimate. Segment and patient results are not directly comparable: class sets, evaluation units and split strategies differ. Controlled CNN-vs-Swin patient-separated comparison is ongoing/planned; it has no supplied completed results. Internal Biomedical Sensors and Systems Lab, University of Memphis research; no public repository, publication URL or stable external artifact link is supplied.

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